Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 47.0 KiB |
| Average record size in memory | 48.1 B |
Variable types
| NUM | 6 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:32:09.322880 |
|---|---|
| Analysis finished | 2020-08-25 00:32:15.959304 |
| Duration | 6.64 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.025664672255516e-11 |
|---|---|
| Minimum | -1.7402112483978271 |
| Maximum | 1.7394560575485232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.740211248 |
|---|---|
| 5-th percentile | -1.597179586 |
| Q1 | -0.8622335345 |
| median | 0.06281488389 |
| Q3 | 0.8139298558 |
| 95-th percentile | 1.550723988 |
| Maximum | 1.739456058 |
| Range | 3.479667306 |
| Interquartile range (IQR) | 1.67616339 |
Descriptive statistics
| Standard deviation | 0.9999999995 |
|---|---|
| Coefficient of variation (CV) | -1.423352873e+10 |
| Kurtosis | -1.144010528 |
| Mean | -7.025664672e-11 |
| Median Absolute Deviation (MAD) | 0.8320370391 |
| Skewness | -0.05465983173 |
| Sum | -7.025664672e-08 |
| Variance | 0.9999999989 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.359373808 | 1 | 0.1% | |
| 0.08796904981 | 1 | 0.1% | |
| 1.278648496 | 1 | 0.1% | |
| 0.4007166922 | 1 | 0.1% | |
| -0.7955723405 | 1 | 0.1% | |
| 1.356765151 | 1 | 0.1% | |
| 1.098949552 | 1 | 0.1% | |
| 1.313790321 | 1 | 0.1% | |
| -0.2423481941 | 1 | 0.1% | |
| -1.086410165 | 1 | 0.1% | |
| -0.3271015882 | 1 | 0.1% | |
| -0.4329350889 | 1 | 0.1% | |
| -1.00263679 | 1 | 0.1% | |
| 0.5979778171 | 1 | 0.1% | |
| 1.726594448 | 1 | 0.1% | |
| -1.618437648 | 1 | 0.1% | |
| -0.2874962389 | 1 | 0.1% | |
| -0.9375486374 | 1 | 0.1% | |
| 1.380142689 | 1 | 0.1% | |
| 0.5982730389 | 1 | 0.1% | |
| 0.06891647726 | 1 | 0.1% | |
| 0.7662368417 | 1 | 0.1% | |
| 1.126883268 | 1 | 0.1% | |
| -1.401103854 | 1 | 0.1% | |
| -0.2679072618 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.740211248 | 1 | 0.1% | |
| -1.739198327 | 1 | 0.1% | |
| -1.738518953 | 1 | 0.1% | |
| -1.736338615 | 1 | 0.1% | |
| -1.735919833 | 1 | 0.1% | |
| -1.735730529 | 1 | 0.1% | |
| -1.729480267 | 1 | 0.1% | |
| -1.726467848 | 1 | 0.1% | |
| -1.725410342 | 1 | 0.1% | |
| -1.723037362 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.739456058 | 1 | 0.1% | |
| 1.739309311 | 1 | 0.1% | |
| 1.739231229 | 1 | 0.1% | |
| 1.735844135 | 1 | 0.1% | |
| 1.734329343 | 1 | 0.1% | |
| 1.728685617 | 1 | 0.1% | |
| 1.727654219 | 1 | 0.1% | |
| 1.726594448 | 1 | 0.1% | |
| 1.726285219 | 1 | 0.1% | |
| 1.725184202 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.639135345816612e-10 |
|---|---|
| Minimum | -1.664968729019165 |
| Maximum | 1.75505268573761 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.664968729 |
|---|---|
| 5-th percentile | -1.504514813 |
| Q1 | -0.9001968056 |
| median | 0.002195952751 |
| Q3 | 0.8718235493 |
| 95-th percentile | 1.577365088 |
| Maximum | 1.755052686 |
| Range | 3.420021415 |
| Interquartile range (IQR) | 1.772020355 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -3789119811 |
| Kurtosis | -1.2255895 |
| Mean | -2.639135346e-10 |
| Median Absolute Deviation (MAD) | 0.883060813 |
| Skewness | 0.05249204734 |
| Sum | -2.639135346e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.2677833736 | 1 | 0.1% | |
| 0.7681686282 | 1 | 0.1% | |
| -1.578493953 | 1 | 0.1% | |
| 0.6940473914 | 1 | 0.1% | |
| -0.7506868839 | 1 | 0.1% | |
| 0.2857895195 | 1 | 0.1% | |
| -0.01772156544 | 1 | 0.1% | |
| -1.149804235 | 1 | 0.1% | |
| 1.25030601 | 1 | 0.1% | |
| 0.4534651637 | 1 | 0.1% | |
| 0.336276114 | 1 | 0.1% | |
| 0.01402750798 | 1 | 0.1% | |
| -0.1016468629 | 1 | 0.1% | |
| 1.020878911 | 1 | 0.1% | |
| -1.478356719 | 1 | 0.1% | |
| -1.431022763 | 1 | 0.1% | |
| -0.8854058385 | 1 | 0.1% | |
| -1.035490155 | 1 | 0.1% | |
| 1.223988652 | 1 | 0.1% | |
| 1.63023591 | 1 | 0.1% | |
| -0.4602930248 | 1 | 0.1% | |
| -0.3225961924 | 1 | 0.1% | |
| 0.9687883854 | 1 | 0.1% | |
| 1.591156244 | 1 | 0.1% | |
| 1.70572269 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.664968729 | 1 | 0.1% | |
| -1.657869458 | 1 | 0.1% | |
| -1.656265855 | 1 | 0.1% | |
| -1.653520346 | 1 | 0.1% | |
| -1.651950359 | 1 | 0.1% | |
| -1.647805452 | 1 | 0.1% | |
| -1.64639318 | 1 | 0.1% | |
| -1.645570874 | 1 | 0.1% | |
| -1.642743707 | 1 | 0.1% | |
| -1.639430761 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.755052686 | 1 | 0.1% | |
| 1.743702769 | 1 | 0.1% | |
| 1.733813524 | 1 | 0.1% | |
| 1.732708216 | 1 | 0.1% | |
| 1.730685711 | 1 | 0.1% | |
| 1.729881287 | 1 | 0.1% | |
| 1.729778051 | 1 | 0.1% | |
| 1.729039192 | 1 | 0.1% | |
| 1.727373004 | 1 | 0.1% | |
| 1.721215487 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.9313301891088486e-10 |
|---|---|
| Minimum | -1.7034000158309937 |
| Maximum | 1.7270536422729492 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.703400016 |
|---|---|
| 5-th percentile | -1.512821305 |
| Q1 | -0.9034579396 |
| median | -0.007761643967 |
| Q3 | 0.878519401 |
| 95-th percentile | 1.593064415 |
| Maximum | 1.727053642 |
| Range | 3.430453658 |
| Interquartile range (IQR) | 1.781977341 |
Descriptive statistics
| Standard deviation | 0.999999999 |
|---|---|
| Coefficient of variation (CV) | -5177778532 |
| Kurtosis | -1.195124196 |
| Mean | -1.931330189e-10 |
| Median Absolute Deviation (MAD) | 0.8905713095 |
| Skewness | 0.03193274572 |
| Sum | -1.931330189e-07 |
| Variance | 0.9999999981 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.3623037934 | 1 | 0.1% | |
| 1.04039228 | 1 | 0.1% | |
| -0.9231389761 | 1 | 0.1% | |
| -0.4778816104 | 1 | 0.1% | |
| -1.649805427 | 1 | 0.1% | |
| 0.4456521273 | 1 | 0.1% | |
| -0.3509246409 | 1 | 0.1% | |
| -0.007853550836 | 1 | 0.1% | |
| 0.04728311673 | 1 | 0.1% | |
| 0.3948660791 | 1 | 0.1% | |
| 1.375312328 | 1 | 0.1% | |
| 0.9576996565 | 1 | 0.1% | |
| 0.6340697408 | 1 | 0.1% | |
| -1.614016533 | 1 | 0.1% | |
| -0.2542387843 | 1 | 0.1% | |
| -1.118502378 | 1 | 0.1% | |
| 0.7096148729 | 1 | 0.1% | |
| -0.557297051 | 1 | 0.1% | |
| 0.2326443046 | 1 | 0.1% | |
| 1.063808322 | 1 | 0.1% | |
| -0.2669280469 | 1 | 0.1% | |
| -1.001301885 | 1 | 0.1% | |
| -0.7740872502 | 1 | 0.1% | |
| 0.239418909 | 1 | 0.1% | |
| -0.3737017214 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.703400016 | 1 | 0.1% | |
| -1.702237248 | 1 | 0.1% | |
| -1.697209239 | 1 | 0.1% | |
| -1.691491008 | 1 | 0.1% | |
| -1.691197872 | 1 | 0.1% | |
| -1.68846035 | 1 | 0.1% | |
| -1.683984756 | 1 | 0.1% | |
| -1.682873845 | 1 | 0.1% | |
| -1.68255353 | 1 | 0.1% | |
| -1.679947853 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.727053642 | 1 | 0.1% | |
| 1.715504169 | 1 | 0.1% | |
| 1.715161324 | 1 | 0.1% | |
| 1.71337676 | 1 | 0.1% | |
| 1.713010073 | 1 | 0.1% | |
| 1.709454536 | 1 | 0.1% | |
| 1.704903841 | 1 | 0.1% | |
| 1.703601956 | 1 | 0.1% | |
| 1.70283258 | 1 | 0.1% | |
| 1.701864004 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.1293159332126378e-09 |
|---|---|
| Minimum | -1.7228763103485107 |
| Maximum | 1.7184431552886963 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.72287631 |
|---|---|
| 5-th percentile | -1.55775739 |
| Q1 | -0.8427459896 |
| median | -0.02743876819 |
| Q3 | 0.8357360065 |
| 95-th percentile | 1.570174348 |
| Maximum | 1.718443155 |
| Range | 3.441319466 |
| Interquartile range (IQR) | 1.678481996 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -885491802.1 |
| Kurtosis | -1.175915982 |
| Mean | -1.129315933e-09 |
| Median Absolute Deviation (MAD) | 0.8482554937 |
| Skewness | 0.02384780714 |
| Sum | -1.129315933e-06 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.0002508158504 | 1 | 0.1% | |
| 0.7087897062 | 1 | 0.1% | |
| -0.1530036926 | 1 | 0.1% | |
| -0.3967017531 | 1 | 0.1% | |
| -0.4163576066 | 1 | 0.1% | |
| 1.337303162 | 1 | 0.1% | |
| -0.8244577646 | 1 | 0.1% | |
| -0.1739962399 | 1 | 0.1% | |
| -1.557254553 | 1 | 0.1% | |
| -0.5748871565 | 1 | 0.1% | |
| 0.02852422372 | 1 | 0.1% | |
| -1.700547457 | 1 | 0.1% | |
| 1.641952157 | 1 | 0.1% | |
| -0.4954482615 | 1 | 0.1% | |
| 1.267750144 | 1 | 0.1% | |
| 0.3079461455 | 1 | 0.1% | |
| 1.548118949 | 1 | 0.1% | |
| 0.5631551147 | 1 | 0.1% | |
| 0.3290063441 | 1 | 0.1% | |
| -0.716681838 | 1 | 0.1% | |
| -1.5208323 | 1 | 0.1% | |
| -1.43489325 | 1 | 0.1% | |
| -1.08539331 | 1 | 0.1% | |
| 0.623693347 | 1 | 0.1% | |
| 1.505190969 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.72287631 | 1 | 0.1% | |
| -1.717134595 | 1 | 0.1% | |
| -1.712545156 | 1 | 0.1% | |
| -1.710783482 | 1 | 0.1% | |
| -1.710420847 | 1 | 0.1% | |
| -1.707522035 | 1 | 0.1% | |
| -1.705364347 | 1 | 0.1% | |
| -1.700547457 | 1 | 0.1% | |
| -1.693583369 | 1 | 0.1% | |
| -1.690473557 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.718443155 | 1 | 0.1% | |
| 1.718203902 | 1 | 0.1% | |
| 1.716232538 | 1 | 0.1% | |
| 1.714511395 | 1 | 0.1% | |
| 1.709773064 | 1 | 0.1% | |
| 1.708500385 | 1 | 0.1% | |
| 1.705715179 | 1 | 0.1% | |
| 1.705198526 | 1 | 0.1% | |
| 1.700980186 | 1 | 0.1% | |
| 1.69825685 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.220085874199867e-10 |
|---|---|
| Minimum | -1.7047847509384155 |
| Maximum | 1.7751450538635254 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.704784751 |
|---|---|
| 5-th percentile | -1.514594048 |
| Q1 | -0.8884900361 |
| median | -0.01001630444 |
| Q3 | 0.8571879417 |
| 95-th percentile | 1.572128689 |
| Maximum | 1.775145054 |
| Range | 3.479929805 |
| Interquartile range (IQR) | 1.745677978 |
Descriptive statistics
| Standard deviation | 0.9999999998 |
|---|---|
| Coefficient of variation (CV) | -1216532303 |
| Kurtosis | -1.190685284 |
| Mean | -8.220085874e-10 |
| Median Absolute Deviation (MAD) | 0.8719737828 |
| Skewness | 0.05153934394 |
| Sum | -8.220085874e-07 |
| Variance | 0.9999999997 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.058592558 | 1 | 0.1% | |
| 1.187706113 | 1 | 0.1% | |
| -0.0747930035 | 1 | 0.1% | |
| -1.273913145 | 1 | 0.1% | |
| -0.3792482913 | 1 | 0.1% | |
| 0.4954583943 | 1 | 0.1% | |
| -0.1857167184 | 1 | 0.1% | |
| -0.16032511 | 1 | 0.1% | |
| -1.704784751 | 1 | 0.1% | |
| -1.036541104 | 1 | 0.1% | |
| 1.606808543 | 1 | 0.1% | |
| 1.309930444 | 1 | 0.1% | |
| -1.205700755 | 1 | 0.1% | |
| 0.6195614934 | 1 | 0.1% | |
| 1.476229668 | 1 | 0.1% | |
| -0.7994836569 | 1 | 0.1% | |
| -1.427025437 | 1 | 0.1% | |
| -1.114126801 | 1 | 0.1% | |
| 1.013013959 | 1 | 0.1% | |
| -1.536450148 | 1 | 0.1% | |
| -0.7232989073 | 1 | 0.1% | |
| -0.4518293738 | 1 | 0.1% | |
| 1.466116071 | 1 | 0.1% | |
| -0.1957701743 | 1 | 0.1% | |
| -0.1505483538 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.704784751 | 1 | 0.1% | |
| -1.703106761 | 1 | 0.1% | |
| -1.69954896 | 1 | 0.1% | |
| -1.688430905 | 1 | 0.1% | |
| -1.688330173 | 1 | 0.1% | |
| -1.686742187 | 1 | 0.1% | |
| -1.685414791 | 1 | 0.1% | |
| -1.68338716 | 1 | 0.1% | |
| -1.67584312 | 1 | 0.1% | |
| -1.673751831 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.775145054 | 1 | 0.1% | |
| 1.774809957 | 1 | 0.1% | |
| 1.770485044 | 1 | 0.1% | |
| 1.765790343 | 1 | 0.1% | |
| 1.765149355 | 1 | 0.1% | |
| 1.761618614 | 1 | 0.1% | |
| 1.748229146 | 1 | 0.1% | |
| 1.746974349 | 1 | 0.1% | |
| 1.745351315 | 1 | 0.1% | |
| 1.741636515 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.0477378964424133e-09 |
|---|---|
| Minimum | -2.7584428787231445 |
| Maximum | 2.4107108116149902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.758442879 |
|---|---|
| 5-th percentile | -1.649856281 |
| Q1 | -0.6839118898 |
| median | -0.008394900244 |
| Q3 | 0.7275737971 |
| 95-th percentile | 1.603590482 |
| Maximum | 2.410710812 |
| Range | 5.16915369 |
| Interquartile range (IQR) | 1.411485687 |
Descriptive statistics
| Standard deviation | 0.9999999987 |
|---|---|
| Coefficient of variation (CV) | -954437175.7 |
| Kurtosis | -0.4452678568 |
| Mean | -1.047737896e-09 |
| Median Absolute Deviation (MAD) | 0.7091182768 |
| Skewness | -0.005874896832 |
| Sum | -1.047737896e-06 |
| Variance | 0.9999999975 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.4033198655 | 1 | 0.1% | |
| 0.02626624145 | 1 | 0.1% | |
| 0.528050065 | 1 | 0.1% | |
| 0.9110139012 | 1 | 0.1% | |
| -0.09481468797 | 1 | 0.1% | |
| -1.286562204 | 1 | 0.1% | |
| -0.1676562428 | 1 | 0.1% | |
| 0.06083486229 | 1 | 0.1% | |
| -0.9499146342 | 1 | 0.1% | |
| 0.02791468613 | 1 | 0.1% | |
| -1.274817586 | 1 | 0.1% | |
| 1.70449543 | 1 | 0.1% | |
| -0.03224509209 | 1 | 0.1% | |
| 0.04828933999 | 1 | 0.1% | |
| -1.328033924 | 1 | 0.1% | |
| 0.6329986453 | 1 | 0.1% | |
| 1.200513363 | 1 | 0.1% | |
| 0.1359106153 | 1 | 0.1% | |
| -0.3772886395 | 1 | 0.1% | |
| -0.04332207516 | 1 | 0.1% | |
| 1.202779651 | 1 | 0.1% | |
| -0.5940439105 | 1 | 0.1% | |
| -1.09117806 | 1 | 0.1% | |
| 1.080700755 | 1 | 0.1% | |
| -0.9440228939 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.758442879 | 1 | 0.1% | |
| -2.515971184 | 1 | 0.1% | |
| -2.452186823 | 1 | 0.1% | |
| -2.409346581 | 1 | 0.1% | |
| -2.402825594 | 1 | 0.1% | |
| -2.38175416 | 1 | 0.1% | |
| -2.358111382 | 1 | 0.1% | |
| -2.348885775 | 1 | 0.1% | |
| -2.326002359 | 1 | 0.1% | |
| -2.249815941 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.410710812 | 1 | 0.1% | |
| 2.397242069 | 1 | 0.1% | |
| 2.34271431 | 1 | 0.1% | |
| 2.338999748 | 1 | 0.1% | |
| 2.319360733 | 1 | 0.1% | |
| 2.314229965 | 1 | 0.1% | |
| 2.296355009 | 1 | 0.1% | |
| 2.290425777 | 1 | 0.1% | |
| 2.249895811 | 1 | 0.1% | |
| 2.243088961 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | target | |
|---|---|---|---|---|---|---|
| 0 | -0.985636 | 0.058884 | 0.245698 | -1.207346 | 1.135988 | -0.987987 |
| 1 | -1.688321 | -1.228367 | 0.334559 | 1.073658 | 0.409526 | -0.559830 |
| 2 | 1.327532 | -1.391201 | -0.495457 | -0.441600 | 0.065807 | -1.035486 |
| 3 | 1.272298 | -1.170304 | -0.192112 | 0.578137 | -1.383124 | -0.761049 |
| 4 | -0.347877 | 1.315620 | 1.494802 | -1.010239 | -1.268105 | 0.142132 |
| 5 | -1.308109 | -1.387426 | -0.971749 | -0.483821 | 0.045139 | -1.286562 |
| 6 | -0.000749 | 0.684761 | -0.092050 | 0.095892 | 1.398949 | 0.691290 |
| 7 | 0.196580 | 0.618764 | 1.487540 | -1.298051 | -0.236183 | 0.016733 |
| 8 | 1.613302 | 0.541607 | -0.040264 | 1.293477 | -0.080722 | 0.965401 |
| 9 | 0.980805 | -0.349465 | -1.076273 | -0.027185 | -0.668680 | 0.599701 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | target | |
|---|---|---|---|---|---|---|
| 990 | 0.680281 | -0.337163 | -0.751803 | 0.833212 | -0.719500 | 0.594460 |
| 991 | 1.646380 | -1.475229 | -1.278493 | -1.085925 | 0.068292 | -1.102027 |
| 992 | -1.464670 | 0.968788 | -1.538016 | 0.820792 | -0.357852 | 0.311893 |
| 993 | 0.103370 | -1.599323 | -1.485248 | -1.276520 | 0.289810 | -1.224159 |
| 994 | -0.402230 | 0.189105 | 0.957700 | 0.806631 | 0.232516 | 0.585453 |
| 995 | 1.619504 | 0.082800 | -1.306715 | 0.998997 | 1.393157 | 2.052053 |
| 996 | -1.676825 | 1.188270 | 0.898205 | -1.223227 | 0.371633 | -1.913992 |
| 997 | -1.723037 | 1.364660 | -0.980216 | 1.714511 | -0.413099 | -0.119043 |
| 998 | 0.088467 | 1.438047 | 0.801946 | -1.348213 | -0.436815 | -0.349649 |
| 999 | -1.190426 | 1.306294 | -0.964912 | 0.699784 | -0.513851 | 0.164318 |